{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # 数据处理最重要的模块\n",
    "import pandas as pd # 数据处理最重要的模块\n",
    "import scipy.stats as stats # 统计模块\n",
    "from datetime import datetime # 时间模块\n",
    "import scipy\n",
    "# import pymysql  # 导入数据库模块\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "stkcd         0\n",
       "stknme        0\n",
       "conme         0\n",
       "month         0\n",
       "retrf         0\n",
       "mktrf         0\n",
       "smb           0\n",
       "hml           0\n",
       "umd           0\n",
       "size          0\n",
       "bm            0\n",
       "return12      0\n",
       "roa           0\n",
       "lev           0\n",
       "ppe           0\n",
       "intang        0\n",
       "numanalyst    0\n",
       "instown       0\n",
       "mv            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data1 = pd.read_excel('Lecture 3 Stock returns.xlsx',sheet_name='data')\n",
    "data2 = pd.read_excel('Lecture 3 Online sales.xlsx')\n",
    "missing1 = data1.isnull().sum()\n",
    "missing1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pandas.tseries.offsets import MonthEnd\n",
    "#转换日期格式\n",
    "data1['month'] = pd.to_datetime(data1['month'], format='%Y-%m')\n",
    "#提取分位数为分组依据\n",
    "fenweishu = pd.DataFrame(data1.groupby(['month'])['size'].quantile([0.2,0.4,0.6,0.8,1]))\n",
    "#设置新数据表格式，方便合并\n",
    "fenweishu = fenweishu.reset_index()\n",
    "fenweishu = fenweishu.pivot_table(index='month',columns='level_1',values='size')\n",
    "fenweishu.columns = ['one','two','three','four','five']\n",
    "portfolio = pd.merge(data1,fenweishu,on='month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据分组 根据分位数分组\n",
    "portfolio['sort'] = np.where(\n",
    "    portfolio['size'] <= portfolio['one'], 'P1',\n",
    "    np.where(\n",
    "        portfolio['size'] <= portfolio['two'], 'P2',\n",
    "        np.where(\n",
    "            portfolio['size'] <= portfolio['three'], 'P3',\n",
    "            np.where(\n",
    "                portfolio['size'] <= portfolio['four'], 'P4',\n",
    "                'P5'))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "#根据市值加权计算组内收益率\n",
    "portfolio_size =  pd.DataFrame(portfolio.groupby(['month','sort']).apply(\n",
    "    lambda x: np.average(x['retrf'],weights = x['mv']),include_groups=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [],
   "source": [
    "#重新整理表格\n",
    "portfolio_size = portfolio_size.reset_index()\n",
    "portfolio_size.columns = ['month', 'sort', 'r']\n",
    "portfolio_size['month'] = portfolio_size['month']\n",
    "portfolio_size = portfolio_size.pivot_table(index='month',columns='sort',values='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题一结果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>sort</th>\n",
       "      <th>P1</th>\n",
       "      <th>P2</th>\n",
       "      <th>P3</th>\n",
       "      <th>P4</th>\n",
       "      <th>P5</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-30</th>\n",
       "      <td>-0.035829</td>\n",
       "      <td>0.014964</td>\n",
       "      <td>0.030127</td>\n",
       "      <td>0.000458</td>\n",
       "      <td>-0.037598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-09-30</th>\n",
       "      <td>-0.053177</td>\n",
       "      <td>-0.064571</td>\n",
       "      <td>-0.089903</td>\n",
       "      <td>-0.080667</td>\n",
       "      <td>-0.054720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31</th>\n",
       "      <td>0.028016</td>\n",
       "      <td>-0.003315</td>\n",
       "      <td>-0.003321</td>\n",
       "      <td>-0.010244</td>\n",
       "      <td>0.049200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-31</th>\n",
       "      <td>0.092012</td>\n",
       "      <td>0.093649</td>\n",
       "      <td>0.095664</td>\n",
       "      <td>0.070386</td>\n",
       "      <td>0.002877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-06-30</th>\n",
       "      <td>-0.044113</td>\n",
       "      <td>-0.030772</td>\n",
       "      <td>-0.042116</td>\n",
       "      <td>-0.044958</td>\n",
       "      <td>-0.117705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-09-30</th>\n",
       "      <td>0.304232</td>\n",
       "      <td>0.315922</td>\n",
       "      <td>0.234699</td>\n",
       "      <td>0.238680</td>\n",
       "      <td>0.093067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-12-31</th>\n",
       "      <td>0.087619</td>\n",
       "      <td>0.030058</td>\n",
       "      <td>0.020350</td>\n",
       "      <td>0.021501</td>\n",
       "      <td>-0.030306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-03-31</th>\n",
       "      <td>0.048647</td>\n",
       "      <td>0.065401</td>\n",
       "      <td>0.064303</td>\n",
       "      <td>0.010761</td>\n",
       "      <td>-0.033490</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-30</th>\n",
       "      <td>0.149426</td>\n",
       "      <td>0.093611</td>\n",
       "      <td>0.076307</td>\n",
       "      <td>0.038967</td>\n",
       "      <td>0.016499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-30</th>\n",
       "      <td>0.388683</td>\n",
       "      <td>0.305110</td>\n",
       "      <td>0.257455</td>\n",
       "      <td>0.224166</td>\n",
       "      <td>0.100102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>-0.095141</td>\n",
       "      <td>-0.021213</td>\n",
       "      <td>-0.012894</td>\n",
       "      <td>0.006360</td>\n",
       "      <td>0.215952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-31</th>\n",
       "      <td>0.519555</td>\n",
       "      <td>0.463932</td>\n",
       "      <td>0.510442</td>\n",
       "      <td>0.413932</td>\n",
       "      <td>0.192381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-30</th>\n",
       "      <td>0.369303</td>\n",
       "      <td>0.299063</td>\n",
       "      <td>0.256728</td>\n",
       "      <td>0.246567</td>\n",
       "      <td>0.128564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-30</th>\n",
       "      <td>-0.327592</td>\n",
       "      <td>-0.359598</td>\n",
       "      <td>-0.321888</td>\n",
       "      <td>-0.325113</td>\n",
       "      <td>-0.301595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31</th>\n",
       "      <td>0.664669</td>\n",
       "      <td>0.543853</td>\n",
       "      <td>0.469118</td>\n",
       "      <td>0.381411</td>\n",
       "      <td>0.129069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-31</th>\n",
       "      <td>-0.174685</td>\n",
       "      <td>-0.194861</td>\n",
       "      <td>-0.212325</td>\n",
       "      <td>-0.216477</td>\n",
       "      <td>-0.144801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-06-30</th>\n",
       "      <td>0.047155</td>\n",
       "      <td>0.078318</td>\n",
       "      <td>0.089698</td>\n",
       "      <td>0.033472</td>\n",
       "      <td>-0.018578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-09-30</th>\n",
       "      <td>0.041269</td>\n",
       "      <td>-0.027504</td>\n",
       "      <td>-0.018446</td>\n",
       "      <td>-0.022604</td>\n",
       "      <td>0.033348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-31</th>\n",
       "      <td>0.052638</td>\n",
       "      <td>0.018360</td>\n",
       "      <td>-0.021061</td>\n",
       "      <td>-0.042318</td>\n",
       "      <td>0.038545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-31</th>\n",
       "      <td>-0.029866</td>\n",
       "      <td>-0.029948</td>\n",
       "      <td>-0.018479</td>\n",
       "      <td>0.001773</td>\n",
       "      <td>0.061503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-06-30</th>\n",
       "      <td>-0.140211</td>\n",
       "      <td>-0.101968</td>\n",
       "      <td>-0.090682</td>\n",
       "      <td>-0.075800</td>\n",
       "      <td>0.053837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-30</th>\n",
       "      <td>0.029438</td>\n",
       "      <td>0.055057</td>\n",
       "      <td>0.043883</td>\n",
       "      <td>0.066519</td>\n",
       "      <td>0.046022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-31</th>\n",
       "      <td>-0.142859</td>\n",
       "      <td>-0.146901</td>\n",
       "      <td>-0.103432</td>\n",
       "      <td>-0.088166</td>\n",
       "      <td>0.032821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-31</th>\n",
       "      <td>-0.043452</td>\n",
       "      <td>-0.037701</td>\n",
       "      <td>-0.028802</td>\n",
       "      <td>-0.011269</td>\n",
       "      <td>-0.013677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-30</th>\n",
       "      <td>-0.130258</td>\n",
       "      <td>-0.176515</td>\n",
       "      <td>-0.174435</td>\n",
       "      <td>-0.159506</td>\n",
       "      <td>-0.072834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-30</th>\n",
       "      <td>-0.093944</td>\n",
       "      <td>-0.096928</td>\n",
       "      <td>-0.078241</td>\n",
       "      <td>-0.095259</td>\n",
       "      <td>-0.030372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-31</th>\n",
       "      <td>-0.030495</td>\n",
       "      <td>-0.055868</td>\n",
       "      <td>-0.083759</td>\n",
       "      <td>-0.121908</td>\n",
       "      <td>-0.155737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-31</th>\n",
       "      <td>0.322519</td>\n",
       "      <td>0.360572</td>\n",
       "      <td>0.360666</td>\n",
       "      <td>0.347404</td>\n",
       "      <td>0.248789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-30</th>\n",
       "      <td>-0.038595</td>\n",
       "      <td>-0.083301</td>\n",
       "      <td>-0.112009</td>\n",
       "      <td>-0.105376</td>\n",
       "      <td>-0.059535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-30</th>\n",
       "      <td>-0.011589</td>\n",
       "      <td>-0.022739</td>\n",
       "      <td>-0.014767</td>\n",
       "      <td>-0.014654</td>\n",
       "      <td>0.020907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-31</th>\n",
       "      <td>0.068192</td>\n",
       "      <td>0.054329</td>\n",
       "      <td>0.048272</td>\n",
       "      <td>0.057666</td>\n",
       "      <td>0.076590</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "sort              P1        P2        P3        P4        P5\n",
       "month                                                       \n",
       "2012-06-30 -0.035829  0.014964  0.030127  0.000458 -0.037598\n",
       "2012-09-30 -0.053177 -0.064571 -0.089903 -0.080667 -0.054720\n",
       "2012-12-31  0.028016 -0.003315 -0.003321 -0.010244  0.049200\n",
       "2013-03-31  0.092012  0.093649  0.095664  0.070386  0.002877\n",
       "2013-06-30 -0.044113 -0.030772 -0.042116 -0.044958 -0.117705\n",
       "2013-09-30  0.304232  0.315922  0.234699  0.238680  0.093067\n",
       "2013-12-31  0.087619  0.030058  0.020350  0.021501 -0.030306\n",
       "2014-03-31  0.048647  0.065401  0.064303  0.010761 -0.033490\n",
       "2014-06-30  0.149426  0.093611  0.076307  0.038967  0.016499\n",
       "2014-09-30  0.388683  0.305110  0.257455  0.224166  0.100102\n",
       "2014-12-31 -0.095141 -0.021213 -0.012894  0.006360  0.215952\n",
       "2015-03-31  0.519555  0.463932  0.510442  0.413932  0.192381\n",
       "2015-06-30  0.369303  0.299063  0.256728  0.246567  0.128564\n",
       "2015-09-30 -0.327592 -0.359598 -0.321888 -0.325113 -0.301595\n",
       "2015-12-31  0.664669  0.543853  0.469118  0.381411  0.129069\n",
       "2016-03-31 -0.174685 -0.194861 -0.212325 -0.216477 -0.144801\n",
       "2016-06-30  0.047155  0.078318  0.089698  0.033472 -0.018578\n",
       "2016-09-30  0.041269 -0.027504 -0.018446 -0.022604  0.033348\n",
       "2016-12-31  0.052638  0.018360 -0.021061 -0.042318  0.038545\n",
       "2017-03-31 -0.029866 -0.029948 -0.018479  0.001773  0.061503\n",
       "2017-06-30 -0.140211 -0.101968 -0.090682 -0.075800  0.053837\n",
       "2017-09-30  0.029438  0.055057  0.043883  0.066519  0.046022\n",
       "2017-12-31 -0.142859 -0.146901 -0.103432 -0.088166  0.032821\n",
       "2018-03-31 -0.043452 -0.037701 -0.028802 -0.011269 -0.013677\n",
       "2018-06-30 -0.130258 -0.176515 -0.174435 -0.159506 -0.072834\n",
       "2018-09-30 -0.093944 -0.096928 -0.078241 -0.095259 -0.030372\n",
       "2018-12-31 -0.030495 -0.055868 -0.083759 -0.121908 -0.155737\n",
       "2019-03-31  0.322519  0.360572  0.360666  0.347404  0.248789\n",
       "2019-06-30 -0.038595 -0.083301 -0.112009 -0.105376 -0.059535\n",
       "2019-09-30 -0.011589 -0.022739 -0.014767 -0.014654  0.020907\n",
       "2019-12-31  0.068192  0.054329  0.048272  0.057666  0.076590"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#季度数据提取，计算方式是月度数据复利\n",
    "Quarter_data = portfolio_size.resample('QE').apply(lambda x: (1+x/100).prod() - 1)\n",
    "Quarter_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "#计算每个组累积收益\n",
    "Quarter_data['P1price'] = (1 + Quarter_data['P1']).cumprod()\n",
    "Quarter_data['P2price'] = (1 + Quarter_data['P2']).cumprod()\n",
    "Quarter_data['P3price'] = (1 + Quarter_data['P3']).cumprod()\n",
    "Quarter_data['P4price'] = (1 + Quarter_data['P4']).cumprod()\n",
    "Quarter_data['P5price'] = (1 + Quarter_data['P5']).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [],
   "source": [
    "SMB = Quarter_data.iloc[:, -5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import style\n",
    "import matplotlib.pyplot as plt  # 画图模块\n",
    "import matplotlib.dates as mdates\n",
    "from matplotlib.font_manager import FontProperties # 作图中文\n",
    "from pylab import mpl\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'# Change the figure style\n",
    "plt.figure(figsize=(8, 4))\n",
    "for column in SMB.columns:\n",
    "    plt.plot(SMB.index, SMB[column], label=column)\n",
    "plt.title('Stock Returns Over Time')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Cumulative Return')\n",
    "plt.legend(title='Stock')\n",
    "plt.grid(True)\n",
    "plt.savefig('SMB.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题二："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [],
   "source": [
    "#思路过程和问题一一样\n",
    "fenweishu = pd.DataFrame(data1.groupby(['month'])['instown'].quantile([0.2,0.4,0.6,0.8,1]))\n",
    "fenweishu = fenweishu.reset_index()\n",
    "fenweishu = fenweishu.pivot_table(index='month',columns='level_1',values='instown')\n",
    "fenweishu.columns = ['one','two','three','four','five']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [],
   "source": [
    "portfolio = pd.merge(data1,fenweishu,on='month')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "portfolio['sort'] = np.where(\n",
    "    portfolio['instown'] <= portfolio['one'], 'P1',\n",
    "    np.where(\n",
    "        portfolio['instown'] <= portfolio['two'], 'P2',\n",
    "        np.where(\n",
    "            portfolio['instown'] <= portfolio['three'], 'P3',\n",
    "            np.where(\n",
    "                portfolio['instown'] <= portfolio['four'], 'P4',\n",
    "                'P5'))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "portfolio_ins =  pd.DataFrame(portfolio.groupby(['month','sort']).apply(\n",
    "    lambda x: np.average(x['retrf'],weights = x['mv']),include_groups=False))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "metadata": {},
   "outputs": [],
   "source": [
    "portfolio_ins = portfolio_ins.reset_index()\n",
    "portfolio_ins.columns = ['month', 'sort', 'r']\n",
    "portfolio_ins['month'] = portfolio_ins['month']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [],
   "source": [
    "portfolio_ins = portfolio_ins.pivot_table(index='month',columns='sort',values='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题二结果："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>sort</th>\n",
       "      <th>P1</th>\n",
       "      <th>P2</th>\n",
       "      <th>P3</th>\n",
       "      <th>P4</th>\n",
       "      <th>P5</th>\n",
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       "    <tr>\n",
       "      <th>month</th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-30</th>\n",
       "      <td>-0.053580</td>\n",
       "      <td>-0.083157</td>\n",
       "      <td>0.029664</td>\n",
       "      <td>0.020007</td>\n",
       "      <td>0.036270</td>\n",
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       "    <tr>\n",
       "      <th>2012-09-30</th>\n",
       "      <td>-0.024654</td>\n",
       "      <td>-0.062179</td>\n",
       "      <td>-0.119337</td>\n",
       "      <td>-0.133776</td>\n",
       "      <td>-0.032449</td>\n",
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       "    <tr>\n",
       "      <th>2012-12-31</th>\n",
       "      <td>0.021426</td>\n",
       "      <td>0.107086</td>\n",
       "      <td>0.019339</td>\n",
       "      <td>0.042229</td>\n",
       "      <td>0.017571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-31</th>\n",
       "      <td>-0.036675</td>\n",
       "      <td>0.076397</td>\n",
       "      <td>-0.032732</td>\n",
       "      <td>0.014788</td>\n",
       "      <td>0.159496</td>\n",
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       "    <tr>\n",
       "      <th>2013-06-30</th>\n",
       "      <td>-0.113567</td>\n",
       "      <td>-0.192079</td>\n",
       "      <td>-0.124539</td>\n",
       "      <td>-0.066298</td>\n",
       "      <td>0.031707</td>\n",
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       "    <tr>\n",
       "      <th>2013-09-30</th>\n",
       "      <td>0.062847</td>\n",
       "      <td>0.149136</td>\n",
       "      <td>0.187230</td>\n",
       "      <td>0.174260</td>\n",
       "      <td>0.152887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-12-31</th>\n",
       "      <td>-0.017966</td>\n",
       "      <td>-0.008448</td>\n",
       "      <td>0.013412</td>\n",
       "      <td>-0.034734</td>\n",
       "      <td>-0.029258</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-03-31</th>\n",
       "      <td>0.060463</td>\n",
       "      <td>0.019681</td>\n",
       "      <td>-0.021643</td>\n",
       "      <td>-0.009892</td>\n",
       "      <td>-0.087653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-06-30</th>\n",
       "      <td>0.012659</td>\n",
       "      <td>0.041643</td>\n",
       "      <td>0.024705</td>\n",
       "      <td>0.048623</td>\n",
       "      <td>0.040886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-09-30</th>\n",
       "      <td>0.097071</td>\n",
       "      <td>0.166928</td>\n",
       "      <td>0.222327</td>\n",
       "      <td>0.196056</td>\n",
       "      <td>0.116946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014-12-31</th>\n",
       "      <td>0.296674</td>\n",
       "      <td>0.035233</td>\n",
       "      <td>0.126799</td>\n",
       "      <td>0.008830</td>\n",
       "      <td>0.029305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-03-31</th>\n",
       "      <td>0.137249</td>\n",
       "      <td>0.177654</td>\n",
       "      <td>0.378739</td>\n",
       "      <td>0.378439</td>\n",
       "      <td>0.391911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-06-30</th>\n",
       "      <td>0.106832</td>\n",
       "      <td>0.364578</td>\n",
       "      <td>0.131144</td>\n",
       "      <td>0.156199</td>\n",
       "      <td>0.229285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-09-30</th>\n",
       "      <td>-0.300110</td>\n",
       "      <td>-0.313830</td>\n",
       "      <td>-0.330799</td>\n",
       "      <td>-0.295468</td>\n",
       "      <td>-0.345404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015-12-31</th>\n",
       "      <td>0.120445</td>\n",
       "      <td>0.249413</td>\n",
       "      <td>0.338004</td>\n",
       "      <td>0.281707</td>\n",
       "      <td>0.320861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-03-31</th>\n",
       "      <td>-0.124211</td>\n",
       "      <td>-0.203705</td>\n",
       "      <td>-0.182940</td>\n",
       "      <td>-0.167214</td>\n",
       "      <td>-0.204607</td>\n",
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       "      <th>2016-06-30</th>\n",
       "      <td>-0.040638</td>\n",
       "      <td>0.007333</td>\n",
       "      <td>0.036462</td>\n",
       "      <td>0.074503</td>\n",
       "      <td>0.030508</td>\n",
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       "    <tr>\n",
       "      <th>2016-09-30</th>\n",
       "      <td>0.008298</td>\n",
       "      <td>0.033244</td>\n",
       "      <td>0.010448</td>\n",
       "      <td>0.016097</td>\n",
       "      <td>0.011323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-12-31</th>\n",
       "      <td>0.074015</td>\n",
       "      <td>0.052835</td>\n",
       "      <td>-0.008875</td>\n",
       "      <td>-0.013985</td>\n",
       "      <td>-0.059109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-31</th>\n",
       "      <td>-0.007902</td>\n",
       "      <td>0.024300</td>\n",
       "      <td>0.049353</td>\n",
       "      <td>0.065209</td>\n",
       "      <td>0.051055</td>\n",
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       "    <tr>\n",
       "      <th>2017-06-30</th>\n",
       "      <td>-0.056817</td>\n",
       "      <td>-0.058157</td>\n",
       "      <td>0.015401</td>\n",
       "      <td>0.054312</td>\n",
       "      <td>0.051943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-09-30</th>\n",
       "      <td>0.040394</td>\n",
       "      <td>0.039128</td>\n",
       "      <td>0.054542</td>\n",
       "      <td>0.049814</td>\n",
       "      <td>0.054537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-12-31</th>\n",
       "      <td>-0.026667</td>\n",
       "      <td>-0.081975</td>\n",
       "      <td>-0.048709</td>\n",
       "      <td>0.019387</td>\n",
       "      <td>0.040055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-03-31</th>\n",
       "      <td>-0.044585</td>\n",
       "      <td>-0.056989</td>\n",
       "      <td>-0.000245</td>\n",
       "      <td>-0.005109</td>\n",
       "      <td>-0.009216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-06-30</th>\n",
       "      <td>-0.166993</td>\n",
       "      <td>-0.090361</td>\n",
       "      <td>-0.094219</td>\n",
       "      <td>-0.109650</td>\n",
       "      <td>-0.084185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-09-30</th>\n",
       "      <td>-0.084066</td>\n",
       "      <td>0.074344</td>\n",
       "      <td>0.008939</td>\n",
       "      <td>-0.084500</td>\n",
       "      <td>-0.110133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-12-31</th>\n",
       "      <td>-0.059680</td>\n",
       "      <td>-0.154292</td>\n",
       "      <td>-0.173856</td>\n",
       "      <td>-0.107202</td>\n",
       "      <td>-0.139741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-03-31</th>\n",
       "      <td>0.308495</td>\n",
       "      <td>0.355765</td>\n",
       "      <td>0.195878</td>\n",
       "      <td>0.318333</td>\n",
       "      <td>0.307376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-06-30</th>\n",
       "      <td>-0.120246</td>\n",
       "      <td>-0.101509</td>\n",
       "      <td>-0.078486</td>\n",
       "      <td>-0.094926</td>\n",
       "      <td>-0.026272</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-09-30</th>\n",
       "      <td>-0.054807</td>\n",
       "      <td>-0.045039</td>\n",
       "      <td>-0.037033</td>\n",
       "      <td>0.010748</td>\n",
       "      <td>0.060426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019-12-31</th>\n",
       "      <td>0.039291</td>\n",
       "      <td>0.046892</td>\n",
       "      <td>0.045059</td>\n",
       "      <td>0.090778</td>\n",
       "      <td>0.084112</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "sort              P1        P2        P3        P4        P5\n",
       "month                                                       \n",
       "2012-06-30 -0.053580 -0.083157  0.029664  0.020007  0.036270\n",
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       "2012-12-31  0.021426  0.107086  0.019339  0.042229  0.017571\n",
       "2013-03-31 -0.036675  0.076397 -0.032732  0.014788  0.159496\n",
       "2013-06-30 -0.113567 -0.192079 -0.124539 -0.066298  0.031707\n",
       "2013-09-30  0.062847  0.149136  0.187230  0.174260  0.152887\n",
       "2013-12-31 -0.017966 -0.008448  0.013412 -0.034734 -0.029258\n",
       "2014-03-31  0.060463  0.019681 -0.021643 -0.009892 -0.087653\n",
       "2014-06-30  0.012659  0.041643  0.024705  0.048623  0.040886\n",
       "2014-09-30  0.097071  0.166928  0.222327  0.196056  0.116946\n",
       "2014-12-31  0.296674  0.035233  0.126799  0.008830  0.029305\n",
       "2015-03-31  0.137249  0.177654  0.378739  0.378439  0.391911\n",
       "2015-06-30  0.106832  0.364578  0.131144  0.156199  0.229285\n",
       "2015-09-30 -0.300110 -0.313830 -0.330799 -0.295468 -0.345404\n",
       "2015-12-31  0.120445  0.249413  0.338004  0.281707  0.320861\n",
       "2016-03-31 -0.124211 -0.203705 -0.182940 -0.167214 -0.204607\n",
       "2016-06-30 -0.040638  0.007333  0.036462  0.074503  0.030508\n",
       "2016-09-30  0.008298  0.033244  0.010448  0.016097  0.011323\n",
       "2016-12-31  0.074015  0.052835 -0.008875 -0.013985 -0.059109\n",
       "2017-03-31 -0.007902  0.024300  0.049353  0.065209  0.051055\n",
       "2017-06-30 -0.056817 -0.058157  0.015401  0.054312  0.051943\n",
       "2017-09-30  0.040394  0.039128  0.054542  0.049814  0.054537\n",
       "2017-12-31 -0.026667 -0.081975 -0.048709  0.019387  0.040055\n",
       "2018-03-31 -0.044585 -0.056989 -0.000245 -0.005109 -0.009216\n",
       "2018-06-30 -0.166993 -0.090361 -0.094219 -0.109650 -0.084185\n",
       "2018-09-30 -0.084066  0.074344  0.008939 -0.084500 -0.110133\n",
       "2018-12-31 -0.059680 -0.154292 -0.173856 -0.107202 -0.139741\n",
       "2019-03-31  0.308495  0.355765  0.195878  0.318333  0.307376\n",
       "2019-06-30 -0.120246 -0.101509 -0.078486 -0.094926 -0.026272\n",
       "2019-09-30 -0.054807 -0.045039 -0.037033  0.010748  0.060426\n",
       "2019-12-31  0.039291  0.046892  0.045059  0.090778  0.084112"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Quarterly_data = portfolio_ins.resample('QE').apply(lambda x: (1+x/100).prod() - 1)\n",
    "Quarterly_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "Quarterly_data['P1price'] = (1 + Quarterly_data['P1']).cumprod()\n",
    "Quarterly_data['P2price'] = (1 + Quarterly_data['P2']).cumprod()\n",
    "Quarterly_data['P3price'] = (1 + Quarterly_data['P3']).cumprod()\n",
    "Quarterly_data['P4price'] = (1 + Quarterly_data['P4']).cumprod()\n",
    "Quarterly_data['P5price'] = (1 + Quarterly_data['P5']).cumprod()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [],
   "source": [
    "INS = Quarterly_data.iloc[:, -5:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
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   "source": [
    "plt.figure(figsize=(8, 4))\n",
    "for column in INS.columns:\n",
    "    plt.plot(INS.index, INS[column], label=column)\n",
    "plt.title('Stock Returns Over Time')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Cumulative Return')\n",
    "plt.legend(title='Stock')\n",
    "plt.grid(True)\n",
    "plt.savefig('INS.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>min</th>\n",
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       "      <th>stkcd</th>\n",
       "      <td>87432.0</td>\n",
       "      <td>268050.083413</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2399.0</td>\n",
       "      <td>300179.0</td>\n",
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       "      <th>month</th>\n",
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       "      <td>2017-02-11 01:03:32.462256384</td>\n",
       "      <td>2012-04-01 00:00:00</td>\n",
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       "      <td>2017-09-01 00:00:00</td>\n",
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       "      <td>2019-12-01 00:00:00</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>-6.93295</td>\n",
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       "      <td>-2.7358</td>\n",
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      "text/plain": [
       "         count                           mean                  min  \\\n",
       "stkcd  87432.0                  268050.083413                  9.0   \n",
       "month    87432  2017-02-11 01:03:32.462256384  2012-04-01 00:00:00   \n",
       "retrf  87432.0                       0.801858             -63.7938   \n",
       "mktrf  87432.0                       0.549052             -23.7917   \n",
       "smb    87432.0                       0.071463             -22.4988   \n",
       "\n",
       "                       25%                  50%                  75%  \\\n",
       "stkcd               2399.0             300179.0             600330.5   \n",
       "month  2015-08-01 00:00:00  2017-09-01 00:00:00  2018-12-01 00:00:00   \n",
       "retrf             -6.93295             -0.55735              6.94495   \n",
       "mktrf              -2.0917               0.4083               3.8083   \n",
       "smb                -2.7358              -0.4397               2.5705   \n",
       "\n",
       "                       max            std  \n",
       "stkcd             900956.0  253053.011578  \n",
       "month  2019-12-01 00:00:00            NaN  \n",
       "retrf             214.3414      13.596113  \n",
       "mktrf              18.8042        5.97721  \n",
       "smb                21.3819       4.956014  "
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "description = data1.describe().transpose()\n",
    "description.to_excel('outcome3_3.xlsx', index=False)\n",
    "description.head()  # Display only the first few rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/_p/rfbd33cd5jggpfbv91zgdptr0000gn/T/ipykernel_33994/3142953833.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  regdata.rename(columns={'month': 'date'}, inplace=True)\n",
      "/var/folders/_p/rfbd33cd5jggpfbv91zgdptr0000gn/T/ipykernel_33994/3142953833.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  regdata['date'] = pd.to_datetime(regdata['date'])\n",
      "/var/folders/_p/rfbd33cd5jggpfbv91zgdptr0000gn/T/ipykernel_33994/3142953833.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  regdata['lnmv']=regdata['mv'].apply(np.log)\n",
      "/var/folders/_p/rfbd33cd5jggpfbv91zgdptr0000gn/T/ipykernel_33994/3142953833.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  regdata['nextret']=regdata['retrf'].shift(-1)\n"
     ]
    }
   ],
   "source": [
    "from linearmodels.panel import PanelOLS\n",
    "import statsmodels.formula.api as smf\n",
    "data1['stkcd'] = data1['stkcd'].apply(lambda x: '{:0>6}'.format(x)) # 6位股票代码\n",
    "regdata=data1[['stkcd','month','retrf','size','bm','return12','roa',\n",
    "               'lev','ppe','intang','numanalyst','instown','mv']]\n",
    "regdata.rename(columns={'month': 'date'}, inplace=True)\n",
    "regdata['date'] = pd.to_datetime(regdata['date'])\n",
    "regdata['lnmv']=regdata['mv'].apply(np.log)\n",
    "#考虑到季度报发布时滞，用下一期收益回归\n",
    "regdata['nextret']=regdata['retrf'].shift(-1)\n",
    "regdata=regdata.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          PanelOLS Estimation Summary                           \n",
      "================================================================================\n",
      "Dep. Variable:                nextret   R-squared:                        0.0069\n",
      "Estimator:                   PanelOLS   R-squared (Between):             -0.0268\n",
      "No. Observations:               87431   R-squared (Within):               0.0084\n",
      "Date:                Tue, Dec 31 2024   R-squared (Overall):              0.0069\n",
      "Time:                        19:44:28   Log-likelihood                -3.519e+05\n",
      "Cov. Estimator:             Clustered                                           \n",
      "                                        F-statistic:                      60.614\n",
      "Entities:                        2035   P-value                           0.0000\n",
      "Avg Obs:                       42.964   Distribution:                F(10,87420)\n",
      "Min Obs:                       3.0000                                           \n",
      "Max Obs:                       93.000   F-statistic (robust):             1.6948\n",
      "                                        P-value                           0.0755\n",
      "Time periods:                      93   Distribution:                F(10,87420)\n",
      "Avg Obs:                       940.12                                           \n",
      "Min Obs:                       388.00                                           \n",
      "Max Obs:                       1825.0                                           \n",
      "                                                                                \n",
      "                             Parameter Estimates                              \n",
      "==============================================================================\n",
      "            Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
      "------------------------------------------------------------------------------\n",
      "size          -1.7766     0.9488    -1.8724     0.0612     -3.6363      0.0831\n",
      "bm             1.0202     0.7445     1.3702     0.1706     -0.4391      2.4795\n",
      "return12       0.0047     0.0129     0.3646     0.7154     -0.0206      0.0299\n",
      "roa            8.2923     7.2853     1.1382     0.2550     -5.9869      22.571\n",
      "lev            1.0520     1.9978     0.5266     0.5985     -2.8637      4.9677\n",
      "ppe           -0.1999     1.2355    -0.1618     0.8715     -2.6214      2.2216\n",
      "intang        -0.0483     1.1789    -0.0410     0.9673     -2.3589      2.2623\n",
      "numanalyst     0.0421     0.0225     1.8685     0.0617     -0.0021      0.0862\n",
      "instown        0.0477     0.0169     2.8155     0.0049      0.0145      0.0808\n",
      "lnmv           0.6015     0.7256     0.8290     0.4071     -0.8207      2.0238\n",
      "const          26.170     9.8713     2.6511     0.0080      6.8226      45.518\n",
      "==============================================================================\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>PanelOLS Estimation Summary</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>nextret</td>     <th>  R-squared:         </th>     <td>0.0069</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Estimator:</th>            <td>PanelOLS</td>     <th>  R-squared (Between):</th>    <td>-0.0268</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>       <td>87431</td>      <th>  R-squared (Within):</th>     <td>0.0084</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Tue, Dec 31 2024</td> <th>  R-squared (Overall):</th>    <td>0.0069</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:44:28</td>     <th>  Log-likelihood     </th>   <td>-3.519e+05</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Cov. Estimator:</th>       <td>Clustered</td>    <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                          <td></td>         <th>  F-statistic:       </th>     <td>60.614</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Entities:</th>               <td>2035</td>       <th>  P-value            </th>     <td>0.0000</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Avg Obs:</th>               <td>42.964</td>      <th>  Distribution:      </th>   <td>F(10,87420)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Min Obs:</th>               <td>3.0000</td>      <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Max Obs:</th>               <td>93.000</td>      <th>  F-statistic (robust):</th>   <td>1.6948</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                          <td></td>         <th>  P-value            </th>     <td>0.0755</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time periods:</th>            <td>93</td>        <th>  Distribution:      </th>   <td>F(10,87420)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Avg Obs:</th>               <td>940.12</td>      <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Min Obs:</th>               <td>388.00</td>      <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Max Obs:</th>               <td>1825.0</td>      <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                          <td></td>         <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<caption>Parameter Estimates</caption>\n",
       "<tr>\n",
       "       <td></td>      <th>Parameter</th> <th>Std. Err.</th> <th>T-stat</th>  <th>P-value</th> <th>Lower CI</th> <th>Upper CI</th>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>size</th>        <td>-1.7766</td>   <td>0.9488</td>   <td>-1.8724</td> <td>0.0612</td>   <td>-3.6363</td>  <td>0.0831</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>bm</th>          <td>1.0202</td>    <td>0.7445</td>   <td>1.3702</td>  <td>0.1706</td>   <td>-0.4391</td>  <td>2.4795</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>return12</th>    <td>0.0047</td>    <td>0.0129</td>   <td>0.3646</td>  <td>0.7154</td>   <td>-0.0206</td>  <td>0.0299</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>roa</th>         <td>8.2923</td>    <td>7.2853</td>   <td>1.1382</td>  <td>0.2550</td>   <td>-5.9869</td>  <td>22.571</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lev</th>         <td>1.0520</td>    <td>1.9978</td>   <td>0.5266</td>  <td>0.5985</td>   <td>-2.8637</td>  <td>4.9677</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ppe</th>         <td>-0.1999</td>   <td>1.2355</td>   <td>-0.1618</td> <td>0.8715</td>   <td>-2.6214</td>  <td>2.2216</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>intang</th>      <td>-0.0483</td>   <td>1.1789</td>   <td>-0.0410</td> <td>0.9673</td>   <td>-2.3589</td>  <td>2.2623</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>numanalyst</th>  <td>0.0421</td>    <td>0.0225</td>   <td>1.8685</td>  <td>0.0617</td>   <td>-0.0021</td>  <td>0.0862</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>instown</th>     <td>0.0477</td>    <td>0.0169</td>   <td>2.8155</td>  <td>0.0049</td>   <td>0.0145</td>   <td>0.0808</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lnmv</th>        <td>0.6015</td>    <td>0.7256</td>   <td>0.8290</td>  <td>0.4071</td>   <td>-0.8207</td>  <td>2.0238</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>       <td>26.170</td>    <td>9.8713</td>   <td>2.6511</td>  <td>0.0080</td>   <td>6.8226</td>   <td>45.518</td> \n",
       "</tr>\n",
       "</table><br/><br/><br/>id: 0x2ab02c830"
      ],
      "text/plain": [
       "                          PanelOLS Estimation Summary                           \n",
       "================================================================================\n",
       "Dep. Variable:                nextret   R-squared:                        0.0069\n",
       "Estimator:                   PanelOLS   R-squared (Between):             -0.0268\n",
       "No. Observations:               87431   R-squared (Within):               0.0084\n",
       "Date:                Tue, Dec 31 2024   R-squared (Overall):              0.0069\n",
       "Time:                        19:44:28   Log-likelihood                -3.519e+05\n",
       "Cov. Estimator:             Clustered                                           \n",
       "                                        F-statistic:                      60.614\n",
       "Entities:                        2035   P-value                           0.0000\n",
       "Avg Obs:                       42.964   Distribution:                F(10,87420)\n",
       "Min Obs:                       3.0000                                           \n",
       "Max Obs:                       93.000   F-statistic (robust):             1.6948\n",
       "                                        P-value                           0.0755\n",
       "Time periods:                      93   Distribution:                F(10,87420)\n",
       "Avg Obs:                       940.12                                           \n",
       "Min Obs:                       388.00                                           \n",
       "Max Obs:                       1825.0                                           \n",
       "                                                                                \n",
       "                             Parameter Estimates                              \n",
       "==============================================================================\n",
       "            Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
       "------------------------------------------------------------------------------\n",
       "size          -1.7766     0.9488    -1.8724     0.0612     -3.6363      0.0831\n",
       "bm             1.0202     0.7445     1.3702     0.1706     -0.4391      2.4795\n",
       "return12       0.0047     0.0129     0.3646     0.7154     -0.0206      0.0299\n",
       "roa            8.2923     7.2853     1.1382     0.2550     -5.9869      22.571\n",
       "lev            1.0520     1.9978     0.5266     0.5985     -2.8637      4.9677\n",
       "ppe           -0.1999     1.2355    -0.1618     0.8715     -2.6214      2.2216\n",
       "intang        -0.0483     1.1789    -0.0410     0.9673     -2.3589      2.2623\n",
       "numanalyst     0.0421     0.0225     1.8685     0.0617     -0.0021      0.0862\n",
       "instown        0.0477     0.0169     2.8155     0.0049      0.0145      0.0808\n",
       "lnmv           0.6015     0.7256     0.8290     0.4071     -0.8207      2.0238\n",
       "const          26.170     9.8713     2.6511     0.0080      6.8226      45.518\n",
       "==============================================================================\n",
       "\n",
       "\n",
       "PanelEffectsResults, id: 0x2ab02c830"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "panel_data = regdata.set_index(['stkcd','date'])\n",
    "exog = panel_data[['size','bm','return12','roa','lev','ppe',\n",
    "                   'intang','numanalyst','instown','lnmv']].dropna()\n",
    "endog = panel_data['nextret'].dropna()\n",
    "exog = exog.assign(const=1)\n",
    "assert exog.index.equals(endog.index)\n",
    "model = PanelOLS(endog, exog, entity_effects=False, time_effects=False)\n",
    "results = model.fit(cov_type='clustered',cluster_entity=True,cluster_time=True)\n",
    "print(results)\n",
    "from IPython.display import display\n",
    "display(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       feature         VIF\n",
      "0         size    5.020625\n",
      "1           bm    1.177284\n",
      "2     return12    1.119776\n",
      "3          roa    1.151409\n",
      "4          lev    1.234540\n",
      "5          ppe    1.086608\n",
      "6       intang    1.014385\n",
      "7   numanalyst    1.551260\n",
      "8      instown    1.222072\n",
      "9         lnmv    4.983580\n",
      "10       const  823.507161\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "vif_data = pd.DataFrame()\n",
    "vif_data['feature'] = exog.columns\n",
    "vif_data['VIF'] = [variance_inflation_factor(exog.values, i) for i in range(exog.shape[1])]\n",
    "print(vif_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          PanelOLS Estimation Summary                           \n",
      "================================================================================\n",
      "Dep. Variable:                nextret   R-squared:                        0.0135\n",
      "Estimator:                   PanelOLS   R-squared (Between):             -2.4933\n",
      "No. Observations:               87431   R-squared (Within):               0.0159\n",
      "Date:                Tue, Dec 31 2024   R-squared (Overall):             -0.0666\n",
      "Time:                        19:44:30   Log-likelihood                -3.305e+05\n",
      "Cov. Estimator:             Clustered                                           \n",
      "                                        F-statistic:                      116.64\n",
      "Entities:                        2035   P-value                           0.0000\n",
      "Avg Obs:                       42.964   Distribution:                F(10,85294)\n",
      "Min Obs:                       3.0000                                           \n",
      "Max Obs:                       93.000   F-statistic (robust):             14.524\n",
      "                                        P-value                           0.0000\n",
      "Time periods:                      93   Distribution:                F(10,85294)\n",
      "Avg Obs:                       940.12                                           \n",
      "Min Obs:                       388.00                                           \n",
      "Max Obs:                       1825.0                                           \n",
      "                                                                                \n",
      "                             Parameter Estimates                              \n",
      "==============================================================================\n",
      "            Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
      "------------------------------------------------------------------------------\n",
      "size          -3.1654     0.4858    -6.5156     0.0000     -4.1176     -2.2132\n",
      "bm             0.1008     0.8077     0.1248     0.9007     -1.4823      1.6840\n",
      "return12      -0.0017     0.0027    -0.6191     0.5359     -0.0069      0.0036\n",
      "roa            6.1097     3.0219     2.0218     0.0432      0.1868      12.033\n",
      "lev           -1.1394     0.6450    -1.7665     0.0773     -2.4036      0.1248\n",
      "ppe           -0.0557     1.0817    -0.0515     0.9590     -2.1758      2.0644\n",
      "intang         3.0700     2.7343     1.1228     0.2615     -2.2893      8.4292\n",
      "numanalyst     0.0189     0.0165     1.1417     0.2536     -0.0135      0.0512\n",
      "instown        0.0017     0.0165     0.1014     0.9192     -0.0307      0.0340\n",
      "lnmv          -1.2605     0.3170    -3.9758     0.0001     -1.8819     -0.6391\n",
      "const          99.926     9.9026     10.091     0.0000      80.517      119.34\n",
      "==============================================================================\n",
      "\n",
      "F-test for Poolability: 25.402\n",
      "P-value: 0.0000\n",
      "Distribution: F(2126,85294)\n",
      "\n",
      "Included effects: Entity, Time\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>PanelOLS Estimation Summary</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>         <td>nextret</td>     <th>  R-squared:         </th>     <td>0.0135</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Estimator:</th>            <td>PanelOLS</td>     <th>  R-squared (Between):</th>    <td>-2.4933</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>       <td>87431</td>      <th>  R-squared (Within):</th>     <td>0.0159</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Tue, Dec 31 2024</td> <th>  R-squared (Overall):</th>    <td>-0.0666</td>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>19:44:30</td>     <th>  Log-likelihood     </th>   <td>-3.305e+05</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Cov. Estimator:</th>       <td>Clustered</td>    <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                          <td></td>         <th>  F-statistic:       </th>     <td>116.64</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Entities:</th>               <td>2035</td>       <th>  P-value            </th>     <td>0.0000</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Avg Obs:</th>               <td>42.964</td>      <th>  Distribution:      </th>   <td>F(10,85294)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Min Obs:</th>               <td>3.0000</td>      <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Max Obs:</th>               <td>93.000</td>      <th>  F-statistic (robust):</th>   <td>14.524</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                          <td></td>         <th>  P-value            </th>     <td>0.0000</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time periods:</th>            <td>93</td>        <th>  Distribution:      </th>   <td>F(10,85294)</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Avg Obs:</th>               <td>940.12</td>      <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Min Obs:</th>               <td>388.00</td>      <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Max Obs:</th>               <td>1825.0</td>      <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                          <td></td>         <th>                     </th>        <td></td>      \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<caption>Parameter Estimates</caption>\n",
       "<tr>\n",
       "       <td></td>      <th>Parameter</th> <th>Std. Err.</th> <th>T-stat</th>  <th>P-value</th> <th>Lower CI</th> <th>Upper CI</th>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>size</th>        <td>-3.1654</td>   <td>0.4858</td>   <td>-6.5156</td> <td>0.0000</td>   <td>-4.1176</td>  <td>-2.2132</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>bm</th>          <td>0.1008</td>    <td>0.8077</td>   <td>0.1248</td>  <td>0.9007</td>   <td>-1.4823</td>  <td>1.6840</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>return12</th>    <td>-0.0017</td>   <td>0.0027</td>   <td>-0.6191</td> <td>0.5359</td>   <td>-0.0069</td>  <td>0.0036</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>roa</th>         <td>6.1097</td>    <td>3.0219</td>   <td>2.0218</td>  <td>0.0432</td>   <td>0.1868</td>   <td>12.033</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lev</th>         <td>-1.1394</td>   <td>0.6450</td>   <td>-1.7665</td> <td>0.0773</td>   <td>-2.4036</td>  <td>0.1248</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ppe</th>         <td>-0.0557</td>   <td>1.0817</td>   <td>-0.0515</td> <td>0.9590</td>   <td>-2.1758</td>  <td>2.0644</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>intang</th>      <td>3.0700</td>    <td>2.7343</td>   <td>1.1228</td>  <td>0.2615</td>   <td>-2.2893</td>  <td>8.4292</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>numanalyst</th>  <td>0.0189</td>    <td>0.0165</td>   <td>1.1417</td>  <td>0.2536</td>   <td>-0.0135</td>  <td>0.0512</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>instown</th>     <td>0.0017</td>    <td>0.0165</td>   <td>0.1014</td>  <td>0.9192</td>   <td>-0.0307</td>  <td>0.0340</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>lnmv</th>        <td>-1.2605</td>   <td>0.3170</td>   <td>-3.9758</td> <td>0.0001</td>   <td>-1.8819</td>  <td>-0.6391</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>const</th>       <td>99.926</td>    <td>9.9026</td>   <td>10.091</td>  <td>0.0000</td>   <td>80.517</td>   <td>119.34</td> \n",
       "</tr>\n",
       "</table><br/><br/>F-test for Poolability: 25.402<br/>P-value: 0.0000<br/>Distribution: F(2126,85294)<br/><br/>Included effects: Entity, Time<br/>id: 0x2a76e3620"
      ],
      "text/plain": [
       "                          PanelOLS Estimation Summary                           \n",
       "================================================================================\n",
       "Dep. Variable:                nextret   R-squared:                        0.0135\n",
       "Estimator:                   PanelOLS   R-squared (Between):             -2.4933\n",
       "No. Observations:               87431   R-squared (Within):               0.0159\n",
       "Date:                Tue, Dec 31 2024   R-squared (Overall):             -0.0666\n",
       "Time:                        19:44:30   Log-likelihood                -3.305e+05\n",
       "Cov. Estimator:             Clustered                                           \n",
       "                                        F-statistic:                      116.64\n",
       "Entities:                        2035   P-value                           0.0000\n",
       "Avg Obs:                       42.964   Distribution:                F(10,85294)\n",
       "Min Obs:                       3.0000                                           \n",
       "Max Obs:                       93.000   F-statistic (robust):             14.524\n",
       "                                        P-value                           0.0000\n",
       "Time periods:                      93   Distribution:                F(10,85294)\n",
       "Avg Obs:                       940.12                                           \n",
       "Min Obs:                       388.00                                           \n",
       "Max Obs:                       1825.0                                           \n",
       "                                                                                \n",
       "                             Parameter Estimates                              \n",
       "==============================================================================\n",
       "            Parameter  Std. Err.     T-stat    P-value    Lower CI    Upper CI\n",
       "------------------------------------------------------------------------------\n",
       "size          -3.1654     0.4858    -6.5156     0.0000     -4.1176     -2.2132\n",
       "bm             0.1008     0.8077     0.1248     0.9007     -1.4823      1.6840\n",
       "return12      -0.0017     0.0027    -0.6191     0.5359     -0.0069      0.0036\n",
       "roa            6.1097     3.0219     2.0218     0.0432      0.1868      12.033\n",
       "lev           -1.1394     0.6450    -1.7665     0.0773     -2.4036      0.1248\n",
       "ppe           -0.0557     1.0817    -0.0515     0.9590     -2.1758      2.0644\n",
       "intang         3.0700     2.7343     1.1228     0.2615     -2.2893      8.4292\n",
       "numanalyst     0.0189     0.0165     1.1417     0.2536     -0.0135      0.0512\n",
       "instown        0.0017     0.0165     0.1014     0.9192     -0.0307      0.0340\n",
       "lnmv          -1.2605     0.3170    -3.9758     0.0001     -1.8819     -0.6391\n",
       "const          99.926     9.9026     10.091     0.0000      80.517      119.34\n",
       "==============================================================================\n",
       "\n",
       "F-test for Poolability: 25.402\n",
       "P-value: 0.0000\n",
       "Distribution: F(2126,85294)\n",
       "\n",
       "Included effects: Entity, Time\n",
       "PanelEffectsResults, id: 0x2a76e3620"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = PanelOLS(endog, exog, entity_effects=True, time_effects=True)\n",
    "results = model.fit(cov_type='clustered',cluster_entity=True,cluster_time=True)\n",
    "print(results)\n",
    "from IPython.display import display\n",
    "display(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 175,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2['时间'] = pd.to_datetime(data2['时间'])\n",
    "data2 = data2.set_index(['时间']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 176,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/_p/rfbd33cd5jggpfbv91zgdptr0000gn/T/ipykernel_33994/4148762565.py:2: FutureWarning: 'Q' is deprecated and will be removed in a future version, please use 'QE' instead.\n",
      "  Qdata2 = data2.resample('Q').sum()\n"
     ]
    }
   ],
   "source": [
    "#计算季度销售额，方式是月度累加\n",
    "Qdata2 = data2.resample('Q').sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入CSMAR数据\n",
    "rawdata = pd.read_csv('FS_Comins.csv')\n",
    "rawdata['Stkcd'] = rawdata['Stkcd'].apply(lambda x: '{:0>6}'.format(x)) # 6位股票代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#对数据进行必要整理\n",
    "rawdata['B001100000']==rawdata['B001101000']\n",
    "#用合并报表数据\n",
    "rawdata=rawdata[rawdata['Typrep'] != 'B']\n",
    "rawdata=rawdata[['Stkcd','ShortName','Accper','B001100000']]\n",
    "rawdata.rename(columns={'Accper': '时间'}, inplace=True)\n",
    "rawdata['时间'] = pd.to_datetime(rawdata['时间'])\n",
    "rawdata.rename(columns={'B001100000': 'revenue'}, inplace=True)\n",
    "finaldata =rawdata.pivot_table(index='时间', columns='ShortName', values='revenue')\n",
    "com = pd.merge(Qdata2, finaldata, on='时间',how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
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   "source": [
    "import matplotlib.dates as mdates\n",
    "# 计算线上销售占比\n",
    "com['晨光文具Ratio'] = com['晨光文具（603899.SH）'] / com['晨光文具']\n",
    "com['小熊电器Ratio'] = com['小熊电器（002959.SZ）'] / com['小熊电器']\n",
    "com['中炬高新Ratio'] = com['中炬高新（600872.SH）'] / com['中炬高新']\n",
    "com['中顺洁柔Ratio'] = com['中顺洁柔（002511.SZ）'] / com['中顺洁柔']\n",
    "com['煌上煌Ratio'] = com['煌上煌（002695.SZ）'] / com['煌上煌']\n",
    "com['良品铺子Ratio'] = com['良品铺子（603719.SH）'] / com['良品铺子']\n",
    "com['洽洽食品Ratio'] = com['洽洽食品（002557.SZ）'] / com['洽洽食品']\n",
    "com['三只松鼠Ratio'] = com['三只松鼠（300783.SZ）'] / com['三只松鼠']\n",
    "com['桃李面包Ratio'] = com['桃李面包（603866.SH)'] / com['桃李面包']\n",
    "com['西麦食品Ratio'] = com['西麦食品（002956.SZ）'] / com['西麦食品']\n",
    "com0 = com.dropna(subset=['晨光文具', '晨光文具（603899.SH）', '晨光文具Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "# 绘制堆叠柱状图\n",
    "bar_width = 45  # 柱状图的宽度，以天为单位\n",
    "index = com.index  # 使用索引作为 x 轴的位置\n",
    "# 绘制总销售柱状图\n",
    "total_bars = ax1.bar(index, com['晨光文具'], bar_width, label='Total Sales', color='blue')\n",
    "# 绘制线上销售柱状图（堆叠在总销售上）\n",
    "online_bars = ax1.bar(index, com['晨光文具（603899.SH）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "\n",
    "# 在每个堆叠部分上标注占比\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com['晨光文具'], \n",
    "com['晨光文具（603899.SH）'], com['晨光文具Ratio'], com.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "# 设置x轴和y轴标签以及图表标题\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "# 设置日期格式\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com['晨光文具Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('晨光文具.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
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      "text/plain": [
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   "source": [
    "com1 = com.dropna(subset=['小熊电器', '小熊电器（002959.SZ）', '小熊电器Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com1.index\n",
    "total_bars = ax1.bar(index,com1['小熊电器'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com1['小熊电器（002959.SZ）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com1['小熊电器'], \n",
    "com1['小熊电器（002959.SZ）'], com1['小熊电器Ratio'], com1.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com1['小熊电器Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('小熊电器.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
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     "metadata": {},
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   ],
   "source": [
    "com2 = com.dropna(subset=['中炬高新', '中炬高新（600872.SH）', '中炬高新Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com2.index\n",
    "total_bars = ax1.bar(index,com2['中炬高新'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com2['中炬高新（600872.SH）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com2['中炬高新'], \n",
    "com2['中炬高新（600872.SH）'], com2['中炬高新Ratio'], com2.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com2['中炬高新Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('中炬高新.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
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     "metadata": {},
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   ],
   "source": [
    "com3 = com.dropna(subset=['中顺洁柔', '中顺洁柔（002511.SZ）', '中顺洁柔Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com2.index\n",
    "total_bars = ax1.bar(index,com3['中顺洁柔'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com3['中顺洁柔（002511.SZ）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com3['中顺洁柔'], \n",
    "com3['中顺洁柔（002511.SZ）'], com3['中顺洁柔Ratio'], com3.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com3['中顺洁柔Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('中顺洁柔.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "com4 = com.dropna(subset=['煌上煌', '煌上煌（002695.SZ）', '煌上煌Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com2.index\n",
    "total_bars = ax1.bar(index,com4['煌上煌'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com4['煌上煌（002695.SZ）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com4['煌上煌'], \n",
    "com4['煌上煌（002695.SZ）'], com4['煌上煌Ratio'], com4.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com4['煌上煌Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('煌上煌.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
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      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
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     "metadata": {},
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   ],
   "source": [
    "com5 = com.dropna(subset=['良品铺子', '良品铺子（603719.SH）', '良品铺子Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com5.index\n",
    "total_bars = ax1.bar(index,com5['良品铺子'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com5['良品铺子（603719.SH）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com5['良品铺子'], \n",
    "com5['良品铺子（603719.SH）'], com5['良品铺子Ratio'], com5.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com5['良品铺子Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('良品铺子.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
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   "source": [
    "com6 = com.dropna(subset=['洽洽食品', '洽洽食品（002557.SZ）', '洽洽食品Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com6.index\n",
    "total_bars = ax1.bar(index,com6['洽洽食品'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com6['洽洽食品（002557.SZ）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com6['洽洽食品'], \n",
    "com6['洽洽食品（002557.SZ）'], com6['洽洽食品Ratio'], com6.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com6['洽洽食品Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('洽洽食品.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
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       "<Figure size 800x400 with 2 Axes>"
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   ],
   "source": [
    "com7 = com.dropna(subset=['三只松鼠', '三只松鼠（300783.SZ）', '三只松鼠Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com7.index\n",
    "total_bars = ax1.bar(index,com7['三只松鼠'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com7['三只松鼠（300783.SZ）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com7['三只松鼠'], \n",
    "com7['三只松鼠（300783.SZ）'], com7['三只松鼠Ratio'], com7.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com7['三只松鼠Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('三只松鼠.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
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   ],
   "source": [
    "com8 = com.dropna(subset=['桃李面包', '桃李面包（603866.SH)', '桃李面包Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com8.index\n",
    "total_bars = ax1.bar(index,com8['桃李面包'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com8['桃李面包（603866.SH)'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com8['桃李面包'], \n",
    "com8['桃李面包（603866.SH)'], com8['桃李面包Ratio'], com8.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com8['桃李面包Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('桃李面包.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {},
   "outputs": [
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   "source": [
    "com9 = com.dropna(subset=['西麦食品', '西麦食品（002956.SZ）', '西麦食品Ratio'])\n",
    "fig, ax1 = plt.subplots(figsize=(8, 4))\n",
    "bar_width = 45\n",
    "index = com9.index\n",
    "total_bars = ax1.bar(index,com9['西麦食品'], bar_width, label='Total Sales', color='blue')\n",
    "online_bars = ax1.bar(index,com9['西麦食品（002956.SZ）'], \n",
    "bar_width, bottom=0, label='Online Sales', color='red')\n",
    "for i, (total, online, ratio, date) in enumerate(zip(com9['西麦食品'], \n",
    "com9['西麦食品（002956.SZ）'], com9['西麦食品Ratio'], com9.index)):\n",
    "    y_pos = total  # 标注位置可以放在总销售的高度上\n",
    "    ax1.text(date, y_pos + 10, f'{ratio:.2%}', ha='center', va='bottom', fontsize=10, color='black')\n",
    "ax1.set_xlabel('Date')\n",
    "ax1.set_ylabel('Sales')\n",
    "ax1.set_title('Total and Online Sales with Online Sales Ratio')\n",
    "data_format = mdates.DateFormatter('%Y')\n",
    "ax1.xaxis.set_major_formatter(data_format)\n",
    "ax1.xaxis.set_major_locator(mdates.YearLocator())\n",
    "plt.xticks(rotation=90)\n",
    "ax1.legend(loc='upper left')\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(index, com9['西麦食品Ratio'], color='green', marker='o', linestyle='-',\n",
    "          linewidth=2, markersize=6, alpha=0.6, label='Online Sales Ratio')\n",
    "ax2.set_ylabel('Online Sales Ratio')\n",
    "lines, labels = ax1.get_legend_handles_labels()\n",
    "lines2, labels2 = ax2.get_legend_handles_labels()\n",
    "ax1.legend(lines + lines2, labels + labels2, loc='upper left')\n",
    "plt.tight_layout()  # 调整布局以避免标签重叠\n",
    "fig = plt.gcf()\n",
    "fig.savefig('西麦食品.pdf', bbox_inches='tight')\n",
    "plt.show()"
   ]
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